Ranking Wikipedia Articles Data Quality by Learning Dimension Distributions

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Ranking Wikipedia Articles Data Quality by Learning Dimension Distributions
Authors
Jingyu Han
Kejia Chen
Publication date
2014
ISSN
17510457
DOI
10.1504/IJIQ.2014.064056
Links

Ranking Wikipedia Articles Data Quality by Learning Dimension Distributions - scientific work about Wikipedia quality published in 2014, written by Jingyu Han and Kejia Chen.

Overview

As the largest free user-generated knowledge repository, data quality of Wikipedia has attracted great attention these years. Automatic assessment of Wikipedia article's data quality is a pressing concern. Authors observe that every Wikipedia quality class exhibits its specific characteristic along different first-class quality dimensions including accuracy, completeness, consistency and minimality. Authors propose to extract quality dimension values from article's content and editing history using dynamic Bayesian network (DBN) and information extraction techniques. Next, authors employ multivariate Gaussian distributions to model quality dimension distributions for each quality class, and combine multiple trained classifiers to predict an article's quality class, which can distinguish different quality classes effectively and robustly. Experiments demonstrate that their approach generates a good performance.

Embed

Wikipedia Quality

Han, Jingyu; Chen, Kejia. (2014). "[[Ranking Wikipedia Articles Data Quality by Learning Dimension Distributions]]". International Journal of Information Quality Volume 3, Issue 3, 1 January 2014, pp. 207-227. ISSN: 17510457. DOI: 10.1504/IJIQ.2014.064056.

English Wikipedia

{{cite journal |last1=Han |first1=Jingyu |last2=Chen |first2=Kejia |title=Ranking Wikipedia Articles Data Quality by Learning Dimension Distributions |date=2014 |issn=17510457 |doi=10.1504/IJIQ.2014.064056 |url=https://wikipediaquality.com/wiki/Ranking_Wikipedia_Articles_Data_Quality_by_Learning_Dimension_Distributions |journal=International Journal of Information Quality Volume 3, Issue 3, 1 January 2014, pp. 207-227}}

HTML

Han, Jingyu; Chen, Kejia. (2014). &quot;<a href="https://wikipediaquality.com/wiki/Ranking_Wikipedia_Articles_Data_Quality_by_Learning_Dimension_Distributions">Ranking Wikipedia Articles Data Quality by Learning Dimension Distributions</a>&quot;. International Journal of Information Quality Volume 3, Issue 3, 1 January 2014, pp. 207-227. ISSN: 17510457. DOI: 10.1504/IJIQ.2014.064056.